Should I use underscores or hyphens in URLs?

On February 26, 2009, Google software engineer Matt Cutts collected questions on Google Moderator and answered many of them on video. tripstar from Ontario, Canada asked: Underscores vs hyphens in URLS, does it make a difference? my-page vs. my_page?